Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 317 |
| Missing cells (%) | 1.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 179.8 KiB |
| Average record size in memory | 184.1 B |
Variable types
| Categorical | 9 |
|---|---|
| Numeric | 11 |
| DateTime | 1 |
| Boolean | 2 |
deceased_indicator has constant value "False" | Constant |
country has constant value "Australia" | Constant |
first_name has a high cardinality: 940 distinct values | High cardinality |
last_name has a high cardinality: 961 distinct values | High cardinality |
job_title has a high cardinality: 184 distinct values | High cardinality |
address has a high cardinality: 1000 distinct values | High cardinality |
Unnamed: 16 is highly correlated with Unnamed: 17 and 2 other fields | High correlation |
Unnamed: 17 is highly correlated with Unnamed: 16 and 2 other fields | High correlation |
Unnamed: 18 is highly correlated with Unnamed: 16 and 2 other fields | High correlation |
Unnamed: 19 is highly correlated with Unnamed: 16 and 2 other fields | High correlation |
Unnamed: 20 is highly correlated with Rank and 1 other fields | High correlation |
Rank is highly correlated with Unnamed: 20 and 1 other fields | High correlation |
Value is highly correlated with Unnamed: 20 and 1 other fields | High correlation |
postcode is highly correlated with property_valuation | High correlation |
property_valuation is highly correlated with postcode | High correlation |
Unnamed: 16 is highly correlated with Unnamed: 17 and 2 other fields | High correlation |
Unnamed: 17 is highly correlated with Unnamed: 16 and 2 other fields | High correlation |
Unnamed: 18 is highly correlated with Unnamed: 16 and 2 other fields | High correlation |
Unnamed: 19 is highly correlated with Unnamed: 16 and 2 other fields | High correlation |
Unnamed: 20 is highly correlated with Rank and 1 other fields | High correlation |
Rank is highly correlated with Unnamed: 20 and 1 other fields | High correlation |
Value is highly correlated with Unnamed: 20 and 1 other fields | High correlation |
Unnamed: 16 is highly correlated with Unnamed: 17 and 2 other fields | High correlation |
Unnamed: 17 is highly correlated with Unnamed: 16 and 2 other fields | High correlation |
Unnamed: 18 is highly correlated with Unnamed: 16 and 2 other fields | High correlation |
Unnamed: 19 is highly correlated with Unnamed: 16 and 2 other fields | High correlation |
Unnamed: 20 is highly correlated with Rank and 1 other fields | High correlation |
Rank is highly correlated with Unnamed: 20 and 1 other fields | High correlation |
Value is highly correlated with Unnamed: 20 and 1 other fields | High correlation |
Rank is highly correlated with Value and 1 other fields | High correlation |
Unnamed: 17 is highly correlated with Unnamed: 19 and 3 other fields | High correlation |
job_industry_category is highly correlated with gender | High correlation |
Unnamed: 19 is highly correlated with Unnamed: 17 and 2 other fields | High correlation |
gender is highly correlated with job_industry_category | High correlation |
state is highly correlated with postcode | High correlation |
Unnamed: 16 is highly correlated with Unnamed: 17 and 2 other fields | High correlation |
Unnamed: 18 is highly correlated with Unnamed: 17 and 2 other fields | High correlation |
Value is highly correlated with Rank and 1 other fields | High correlation |
Unnamed: 20 is highly correlated with Rank and 1 other fields | High correlation |
property_valuation is highly correlated with postcode | High correlation |
postcode is highly correlated with state and 1 other fields | High correlation |
owns_car is highly correlated with Unnamed: 17 | High correlation |
state is highly correlated with country and 1 other fields | High correlation |
country is highly correlated with state and 5 other fields | High correlation |
deceased_indicator is highly correlated with state and 5 other fields | High correlation |
wealth_segment is highly correlated with country and 1 other fields | High correlation |
job_industry_category is highly correlated with country and 1 other fields | High correlation |
gender is highly correlated with country and 1 other fields | High correlation |
owns_car is highly correlated with country and 1 other fields | High correlation |
last_name has 29 (2.9%) missing values | Missing |
DOB has 17 (1.7%) missing values | Missing |
job_title has 106 (10.6%) missing values | Missing |
job_industry_category has 165 (16.5%) missing values | Missing |
first_name is uniformly distributed | Uniform |
last_name is uniformly distributed | Uniform |
address is uniformly distributed | Uniform |
address has unique values | Unique |
Reproduction
| Analysis started | 2021-07-28 19:48:48.320285 |
|---|---|
| Analysis finished | 2021-07-28 19:49:14.444215 |
| Duration | 26.12 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 940 |
|---|---|
| Distinct (%) | 94.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Dorian | 3 |
|---|---|
| Rozamond | 3 |
| Mandie | 3 |
| Tyne | 2 |
| Harman | 2 |
| Other values (935) |
Length
| Max length | 13 |
|---|---|
| Median length | 6 |
| Mean length | 6.087 |
| Min length | 2 |
Characters and Unicode
| Total characters | 6087 |
|---|---|
| Distinct characters | 52 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 883 ? |
|---|---|
| Unique (%) | 88.3% |
Sample
| 1st row | Chickie |
|---|---|
| 2nd row | Morly |
| 3rd row | Ardelis |
| 4th row | Lucine |
| 5th row | Melinda |
Common Values
| Value | Count | Frequency (%) |
| Dorian | 3 | 0.3% |
| Rozamond | 3 | 0.3% |
| Mandie | 3 | 0.3% |
| Tyne | 2 | 0.2% |
| Harman | 2 | 0.2% |
| Bartram | 2 | 0.2% |
| Muffin | 2 | 0.2% |
| Jesse | 2 | 0.2% |
| Liane | 2 | 0.2% |
| Nicol | 2 | 0.2% |
| Other values (930) | 977 |
Length
| Value | Count | Frequency (%) |
| mandie | 3 | 0.3% |
| rozamond | 3 | 0.3% |
| dorian | 3 | 0.3% |
| wheeler | 2 | 0.2% |
| geoff | 2 | 0.2% |
| bartram | 2 | 0.2% |
| art | 2 | 0.2% |
| beverlee | 2 | 0.2% |
| suzy | 2 | 0.2% |
| laurie | 2 | 0.2% |
| Other values (930) | 977 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 702 | 11.5% |
| a | 631 | 10.4% |
| i | 566 | 9.3% |
| n | 488 | 8.0% |
| r | 434 | 7.1% |
| l | 414 | 6.8% |
| o | 303 | 5.0% |
| t | 223 | 3.7% |
| d | 193 | 3.2% |
| y | 168 | 2.8% |
| Other values (42) | 1965 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5086 | |
| Uppercase Letter | 1000 | 16.4% |
| Dash Punctuation | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 702 | |
| a | 631 | |
| i | 566 | |
| n | 488 | |
| r | 434 | |
| l | 414 | |
| o | 303 | 6.0% |
| t | 223 | 4.4% |
| d | 193 | 3.8% |
| y | 168 | 3.3% |
| Other values (16) | 964 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 88 | 8.8% |
| C | 80 | 8.0% |
| M | 75 | 7.5% |
| D | 71 | 7.1% |
| S | 64 | 6.4% |
| R | 63 | 6.3% |
| L | 61 | 6.1% |
| B | 56 | 5.6% |
| K | 54 | 5.4% |
| G | 54 | 5.4% |
| Other values (15) | 334 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6086 | |
| Common | 1 | < 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 702 | 11.5% |
| a | 631 | 10.4% |
| i | 566 | 9.3% |
| n | 488 | 8.0% |
| r | 434 | 7.1% |
| l | 414 | 6.8% |
| o | 303 | 5.0% |
| t | 223 | 3.7% |
| d | 193 | 3.2% |
| y | 168 | 2.8% |
| Other values (41) | 1964 |
Common
| Value | Count | Frequency (%) |
| - | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6087 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 702 | 11.5% |
| a | 631 | 10.4% |
| i | 566 | 9.3% |
| n | 488 | 8.0% |
| r | 434 | 7.1% |
| l | 414 | 6.8% |
| o | 303 | 5.0% |
| t | 223 | 3.7% |
| d | 193 | 3.2% |
| y | 168 | 2.8% |
| Other values (42) | 1965 |
| Distinct | 961 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 29 |
| Missing (%) | 2.9% |
| Memory size | 7.9 KiB |
| Eade | 2 |
|---|---|
| Burgoine | 2 |
| Borsi | 2 |
| Crellim | 2 |
| Van den Velde | 2 |
| Other values (956) |
Length
| Max length | 21 |
|---|---|
| Median length | 7 |
| Mean length | 7.026776519 |
| Min length | 3 |
Characters and Unicode
| Total characters | 6823 |
|---|---|
| Distinct characters | 54 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 951 ? |
|---|---|
| Unique (%) | 97.9% |
Sample
| 1st row | Brister |
|---|---|
| 2nd row | Genery |
| 3rd row | Forrester |
| 4th row | Stutt |
| 5th row | Hadlee |
Common Values
| Value | Count | Frequency (%) |
| Eade | 2 | 0.2% |
| Burgoine | 2 | 0.2% |
| Borsi | 2 | 0.2% |
| Crellim | 2 | 0.2% |
| Van den Velde | 2 | 0.2% |
| Sissel | 2 | 0.2% |
| Sturch | 2 | 0.2% |
| Minshall | 2 | 0.2% |
| Shoesmith | 2 | 0.2% |
| Hallt | 2 | 0.2% |
| Other values (951) | 951 | |
| (Missing) | 29 | 2.9% |
Length
| Value | Count | Frequency (%) |
| van | 3 | 0.3% |
| de | 3 | 0.3% |
| den | 3 | 0.3% |
| velde | 2 | 0.2% |
| shoesmith | 2 | 0.2% |
| crellim | 2 | 0.2% |
| borsi | 2 | 0.2% |
| burgoine | 2 | 0.2% |
| eade | 2 | 0.2% |
| hallt | 2 | 0.2% |
| Other values (960) | 963 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 707 | 10.4% |
| a | 529 | 7.8% |
| n | 500 | 7.3% |
| r | 454 | 6.7% |
| o | 441 | 6.5% |
| l | 410 | 6.0% |
| i | 406 | 6.0% |
| t | 361 | 5.3% |
| s | 316 | 4.6% |
| d | 207 | 3.0% |
| Other values (44) | 2492 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5783 | |
| Uppercase Letter | 1014 | 14.9% |
| Space Separator | 15 | 0.2% |
| Other Punctuation | 10 | 0.1% |
| Dash Punctuation | 1 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 707 | |
| a | 529 | 9.1% |
| n | 500 | 8.6% |
| r | 454 | 7.9% |
| o | 441 | 7.6% |
| l | 410 | 7.1% |
| i | 406 | 7.0% |
| t | 361 | 6.2% |
| s | 316 | 5.5% |
| d | 207 | 3.6% |
| Other values (16) | 1452 |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 120 | 11.8% |
| S | 94 | 9.3% |
| C | 93 | 9.2% |
| M | 79 | 7.8% |
| D | 67 | 6.6% |
| P | 58 | 5.7% |
| H | 56 | 5.5% |
| A | 51 | 5.0% |
| G | 48 | 4.7% |
| R | 43 | 4.2% |
| Other values (15) | 305 |
Space Separator
| Value | Count | Frequency (%) |
| 15 |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 10 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6797 | |
| Common | 26 | 0.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 707 | 10.4% |
| a | 529 | 7.8% |
| n | 500 | 7.4% |
| r | 454 | 6.7% |
| o | 441 | 6.5% |
| l | 410 | 6.0% |
| i | 406 | 6.0% |
| t | 361 | 5.3% |
| s | 316 | 4.6% |
| d | 207 | 3.0% |
| Other values (41) | 2466 |
Common
| Value | Count | Frequency (%) |
| 15 | ||
| ' | 10 | |
| - | 1 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6823 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 707 | 10.4% |
| a | 529 | 7.8% |
| n | 500 | 7.3% |
| r | 454 | 6.7% |
| o | 441 | 6.5% |
| l | 410 | 6.0% |
| i | 406 | 6.0% |
| t | 361 | 5.3% |
| s | 316 | 4.6% |
| d | 207 | 3.0% |
| Other values (44) | 2492 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Female | |
|---|---|
| Male | |
| U | 17 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 4.975 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4975 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 513 | |
| Male | 470 | |
| U | 17 | 1.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| female | 513 | |
| male | 470 | |
| u | 17 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1496 | |
| a | 983 | |
| l | 983 | |
| F | 513 | 10.3% |
| m | 513 | 10.3% |
| M | 470 | 9.4% |
| U | 17 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3975 | |
| Uppercase Letter | 1000 | 20.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1496 | |
| a | 983 | |
| l | 983 | |
| m | 513 | 12.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 513 | |
| M | 470 | |
| U | 17 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4975 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1496 | |
| a | 983 | |
| l | 983 | |
| F | 513 | 10.3% |
| m | 513 | 10.3% |
| M | 470 | 9.4% |
| U | 17 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4975 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1496 | |
| a | 983 | |
| l | 983 | |
| F | 513 | 10.3% |
| m | 513 | 10.3% |
| M | 470 | 9.4% |
| U | 17 | 0.3% |
past_3_years_bike_related_purchases
Real number (ℝ≥0)
| Distinct | 100 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.836 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 9 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 26.75 |
| median | 51 |
| Q3 | 72 |
| 95-th percentile | 94 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 45.25 |
Descriptive statistics
| Standard deviation | 27.79668613 |
|---|---|
| Coefficient of variation (CV) | 0.5577631858 |
| Kurtosis | -1.088048884 |
| Mean | 49.836 |
| Median Absolute Deviation (MAD) | 22.5 |
| Skewness | -0.06562186172 |
| Sum | 49836 |
| Variance | 772.6557598 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60 | 20 | 2.0% |
| 59 | 18 | 1.8% |
| 70 | 17 | 1.7% |
| 42 | 17 | 1.7% |
| 37 | 16 | 1.6% |
| 11 | 16 | 1.6% |
| 47 | 15 | 1.5% |
| 84 | 14 | 1.4% |
| 62 | 14 | 1.4% |
| 57 | 14 | 1.4% |
| Other values (90) | 839 |
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 1 | 8 | |
| 2 | 9 | |
| 3 | 9 | |
| 4 | 10 | |
| 5 | 13 | |
| 6 | 10 | |
| 7 | 13 | |
| 8 | 7 | |
| 9 | 5 | 0.5% |
| Value | Count | Frequency (%) |
| 99 | 9 | |
| 98 | 6 | |
| 97 | 11 | |
| 96 | 9 | |
| 95 | 8 | |
| 94 | 12 | |
| 93 | 9 | |
| 92 | 5 | |
| 91 | 8 | |
| 90 | 6 |
| Distinct | 958 |
|---|---|
| Distinct (%) | 97.5% |
| Missing | 17 |
| Missing (%) | 1.7% |
| Memory size | 7.9 KiB |
| Minimum | 1938-06-08 00:00:00 |
|---|---|
| Maximum | 2002-02-27 00:00:00 |
| Distinct | 184 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 106 |
| Missing (%) | 10.6% |
| Memory size | 7.9 KiB |
| Associate Professor | 15 |
|---|---|
| Environmental Tech | 14 |
| Software Consultant | 14 |
| Chief Design Engineer | 13 |
| Assistant Manager | 12 |
| Other values (179) |
Length
| Max length | 36 |
|---|---|
| Median length | 18 |
| Mean length | 18.08836689 |
| Min length | 5 |
Characters and Unicode
| Total characters | 16171 |
|---|---|
| Distinct characters | 47 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 45 ? |
|---|---|
| Unique (%) | 5.0% |
Sample
| 1st row | General Manager |
|---|---|
| 2nd row | Structural Engineer |
| 3rd row | Senior Cost Accountant |
| 4th row | Account Representative III |
| 5th row | Financial Analyst |
Common Values
| Value | Count | Frequency (%) |
| Associate Professor | 15 | 1.5% |
| Environmental Tech | 14 | 1.4% |
| Software Consultant | 14 | 1.4% |
| Chief Design Engineer | 13 | 1.3% |
| Assistant Manager | 12 | 1.2% |
| VP Sales | 12 | 1.2% |
| Assistant Media Planner | 12 | 1.2% |
| Senior Sales Associate | 12 | 1.2% |
| Cost Accountant | 12 | 1.2% |
| Payment Adjustment Coordinator | 11 | 1.1% |
| Other values (174) | 767 | |
| (Missing) | 106 | 10.6% |
Length
| Value | Count | Frequency (%) |
| engineer | 131 | 6.3% |
| assistant | 82 | 3.9% |
| manager | 76 | 3.7% |
| analyst | 66 | 3.2% |
| iv | 52 | 2.5% |
| iii | 50 | 2.4% |
| vp | 46 | 2.2% |
| ii | 44 | 2.1% |
| senior | 44 | 2.1% |
| sales | 44 | 2.1% |
| Other values (117) | 1444 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1578 | 9.8% |
| n | 1279 | 7.9% |
| a | 1253 | 7.7% |
| t | 1218 | 7.5% |
| 1185 | 7.3% | |
| i | 1124 | 7.0% |
| r | 1083 | 6.7% |
| s | 966 | 6.0% |
| o | 773 | 4.8% |
| c | 678 | 4.2% |
| Other values (37) | 5034 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 12650 | |
| Uppercase Letter | 2328 | 14.4% |
| Space Separator | 1185 | 7.3% |
| Other Punctuation | 8 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1578 | |
| n | 1279 | |
| a | 1253 | |
| t | 1218 | |
| i | 1124 | |
| r | 1083 | |
| s | 966 | |
| o | 773 | 6.1% |
| c | 678 | 5.4% |
| l | 532 | 4.2% |
| Other values (14) | 2166 |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 351 | |
| A | 346 | |
| S | 271 | |
| E | 201 | |
| P | 197 | |
| C | 156 | |
| M | 134 | 5.8% |
| D | 121 | 5.2% |
| V | 98 | 4.2% |
| T | 78 | 3.4% |
| Other values (11) | 375 |
Space Separator
| Value | Count | Frequency (%) |
| 1185 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 8 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 14978 | |
| Common | 1193 | 7.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1578 | 10.5% |
| n | 1279 | 8.5% |
| a | 1253 | 8.4% |
| t | 1218 | 8.1% |
| i | 1124 | 7.5% |
| r | 1083 | 7.2% |
| s | 966 | 6.4% |
| o | 773 | 5.2% |
| c | 678 | 4.5% |
| l | 532 | 3.6% |
| Other values (35) | 4494 |
Common
| Value | Count | Frequency (%) |
| 1185 | ||
| / | 8 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 16171 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1578 | 9.8% |
| n | 1279 | 7.9% |
| a | 1253 | 7.7% |
| t | 1218 | 7.5% |
| 1185 | 7.3% | |
| i | 1124 | 7.0% |
| r | 1083 | 6.7% |
| s | 966 | 6.0% |
| o | 773 | 4.8% |
| c | 678 | 4.2% |
| Other values (37) | 5034 |
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 165 |
| Missing (%) | 16.5% |
| Memory size | 7.9 KiB |
| Financial Services | |
|---|---|
| Manufacturing | |
| Health | |
| Retail | |
| Property | |
| Other values (4) |
Length
| Max length | 18 |
|---|---|
| Median length | 13 |
| Mean length | 11.31976048 |
| Min length | 2 |
Characters and Unicode
| Total characters | 9452 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Manufacturing |
|---|---|
| 2nd row | Property |
| 3rd row | Financial Services |
| 4th row | Manufacturing |
| 5th row | Financial Services |
Common Values
| Value | Count | Frequency (%) |
| Financial Services | 203 | |
| Manufacturing | 199 | |
| Health | 152 | |
| Retail | 78 | 7.8% |
| Property | 64 | 6.4% |
| IT | 51 | 5.1% |
| Entertainment | 37 | 3.7% |
| Argiculture | 26 | 2.6% |
| Telecommunications | 25 | 2.5% |
| (Missing) | 165 |
Length
Pie chart
| Value | Count | Frequency (%) |
| financial | 203 | |
| services | 203 | |
| manufacturing | 199 | |
| health | 152 | |
| retail | 78 | 7.5% |
| property | 64 | 6.2% |
| it | 51 | 4.9% |
| entertainment | 37 | 3.6% |
| argiculture | 26 | 2.5% |
| telecommunications | 25 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1096 | |
| i | 999 | |
| n | 965 | |
| e | 850 | 9.0% |
| c | 681 | 7.2% |
| t | 655 | 6.9% |
| r | 619 | 6.5% |
| l | 484 | 5.1% |
| u | 475 | 5.0% |
| s | 228 | 2.4% |
| Other values (19) | 2400 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8160 | |
| Uppercase Letter | 1089 | 11.5% |
| Space Separator | 203 | 2.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 1096 | |
| i | 999 | |
| n | 965 | |
| e | 850 | |
| c | 681 | |
| t | 655 | |
| r | 619 | |
| l | 484 | |
| u | 475 | |
| s | 228 | 2.8% |
| Other values (8) | 1108 |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 203 | |
| S | 203 | |
| M | 199 | |
| H | 152 | |
| R | 78 | 7.2% |
| T | 76 | 7.0% |
| P | 64 | 5.9% |
| I | 51 | 4.7% |
| E | 37 | 3.4% |
| A | 26 | 2.4% |
Space Separator
| Value | Count | Frequency (%) |
| 203 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9249 | |
| Common | 203 | 2.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 1096 | |
| i | 999 | |
| n | 965 | |
| e | 850 | 9.2% |
| c | 681 | 7.4% |
| t | 655 | 7.1% |
| r | 619 | 6.7% |
| l | 484 | 5.2% |
| u | 475 | 5.1% |
| s | 228 | 2.5% |
| Other values (18) | 2197 |
Common
| Value | Count | Frequency (%) |
| 203 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9452 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 1096 | |
| i | 999 | |
| n | 965 | |
| e | 850 | 9.0% |
| c | 681 | 7.2% |
| t | 655 | 6.9% |
| r | 619 | 6.5% |
| l | 484 | 5.1% |
| u | 475 | 5.0% |
| s | 228 | 2.4% |
| Other values (19) | 2400 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Mass Customer | |
|---|---|
| High Net Worth | |
| Affluent Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 14.215 |
| Min length | 13 |
Characters and Unicode
| Total characters | 14215 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mass Customer |
|---|---|
| 2nd row | Mass Customer |
| 3rd row | Affluent Customer |
| 4th row | Affluent Customer |
| 5th row | Affluent Customer |
Common Values
| Value | Count | Frequency (%) |
| Mass Customer | 508 | |
| High Net Worth | 251 | |
| Affluent Customer | 241 |
Length
Pie chart
| Value | Count | Frequency (%) |
| customer | 749 | |
| mass | 508 | |
| net | 251 | 11.2% |
| worth | 251 | 11.2% |
| high | 251 | 11.2% |
| affluent | 241 | 10.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 1765 | |
| t | 1492 | |
| 1251 | 8.8% | |
| e | 1241 | 8.7% |
| o | 1000 | 7.0% |
| r | 1000 | 7.0% |
| u | 990 | 7.0% |
| C | 749 | 5.3% |
| m | 749 | 5.3% |
| M | 508 | 3.6% |
| Other values (11) | 3470 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 10713 | |
| Uppercase Letter | 2251 | 15.8% |
| Space Separator | 1251 | 8.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 1765 | |
| t | 1492 | |
| e | 1241 | |
| o | 1000 | |
| r | 1000 | |
| u | 990 | |
| m | 749 | |
| a | 508 | 4.7% |
| h | 502 | 4.7% |
| f | 482 | 4.5% |
| Other values (4) | 984 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 749 | |
| M | 508 | |
| H | 251 | 11.2% |
| N | 251 | 11.2% |
| W | 251 | 11.2% |
| A | 241 | 10.7% |
Space Separator
| Value | Count | Frequency (%) |
| 1251 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 12964 | |
| Common | 1251 | 8.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 1765 | |
| t | 1492 | |
| e | 1241 | |
| o | 1000 | 7.7% |
| r | 1000 | 7.7% |
| u | 990 | 7.6% |
| C | 749 | 5.8% |
| m | 749 | 5.8% |
| M | 508 | 3.9% |
| a | 508 | 3.9% |
| Other values (10) | 2962 |
Common
| Value | Count | Frequency (%) |
| 1251 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 14215 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 1765 | |
| t | 1492 | |
| 1251 | 8.8% | |
| e | 1241 | 8.7% |
| o | 1000 | 7.0% |
| r | 1000 | 7.0% |
| u | 990 | 7.0% |
| C | 749 | 5.3% |
| m | 749 | 5.3% |
| M | 508 | 3.6% |
| Other values (11) | 3470 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 1000 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 507 | |
| True | 493 |
tenure
Real number (ℝ≥0)
| Distinct | 23 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.388 |
| Minimum | 0 |
|---|---|
| Maximum | 22 |
| Zeros | 2 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 7 |
| median | 11 |
| Q3 | 15 |
| 95-th percentile | 20 |
| Maximum | 22 |
| Range | 22 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.037144908 |
|---|---|
| Coefficient of variation (CV) | 0.442320417 |
| Kurtosis | -0.8128152156 |
| Mean | 11.388 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.07089079797 |
| Sum | 11388 |
| Variance | 25.37282883 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 79 | 7.9% |
| 13 | 74 | 7.4% |
| 11 | 68 | 6.8% |
| 10 | 63 | 6.3% |
| 12 | 61 | 6.1% |
| 7 | 60 | 6.0% |
| 5 | 60 | 6.0% |
| 17 | 59 | 5.9% |
| 15 | 58 | 5.8% |
| 8 | 55 | 5.5% |
| Other values (13) | 363 |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.2% |
| 1 | 8 | 0.8% |
| 2 | 15 | 1.5% |
| 3 | 26 | 2.6% |
| 4 | 36 | |
| 5 | 60 | |
| 6 | 45 | |
| 7 | 60 | |
| 8 | 55 | |
| 9 | 79 |
| Value | Count | Frequency (%) |
| 22 | 12 | 1.2% |
| 21 | 24 | 2.4% |
| 20 | 22 | 2.2% |
| 19 | 34 | |
| 18 | 36 | |
| 17 | 59 | |
| 16 | 49 | |
| 15 | 58 | |
| 14 | 54 | |
| 13 | 74 |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 309 Maple Wood Pass | 1 |
|---|---|
| 5880 Hauk Street | 1 |
| 602 Meadow Vale Lane | 1 |
| 9 Killdeer Circle | 1 |
| 7 Brentwood Circle | 1 |
| Other values (995) |
Length
| Max length | 26 |
|---|---|
| Median length | 18 |
| Mean length | 17.582 |
| Min length | 9 |
Characters and Unicode
| Total characters | 17582 |
|---|---|
| Distinct characters | 60 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 45 Shopko Center |
|---|---|
| 2nd row | 14 Mccormick Park |
| 3rd row | 5 Colorado Crossing |
| 4th row | 207 Annamark Plaza |
| 5th row | 115 Montana Place |
Common Values
| Value | Count | Frequency (%) |
| 309 Maple Wood Pass | 1 | 0.1% |
| 5880 Hauk Street | 1 | 0.1% |
| 602 Meadow Vale Lane | 1 | 0.1% |
| 9 Killdeer Circle | 1 | 0.1% |
| 7 Brentwood Circle | 1 | 0.1% |
| 6115 Forest Crossing | 1 | 0.1% |
| 05475 Elgar Place | 1 | 0.1% |
| 33 Pond Point | 1 | 0.1% |
| 2 Main Lane | 1 | 0.1% |
| 7 Messerschmidt Crossing | 1 | 0.1% |
| Other values (990) | 990 |
Length
| Value | Count | Frequency (%) |
| park | 59 | 1.9% |
| crossing | 59 | 1.9% |
| center | 58 | 1.9% |
| avenue | 55 | 1.8% |
| street | 55 | 1.8% |
| lane | 55 | 1.8% |
| point | 54 | 1.7% |
| hill | 51 | 1.6% |
| plaza | 50 | 1.6% |
| court | 49 | 1.6% |
| Other values (1137) | 2563 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2108 | 12.0% | |
| e | 1394 | 7.9% |
| a | 1152 | 6.6% |
| r | 1072 | 6.1% |
| n | 884 | 5.0% |
| o | 787 | 4.5% |
| i | 748 | 4.3% |
| l | 732 | 4.2% |
| t | 645 | 3.7% |
| s | 469 | 2.7% |
| Other values (50) | 7591 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 10401 | |
| Decimal Number | 2975 | 16.9% |
| Space Separator | 2108 | 12.0% |
| Uppercase Letter | 2098 | 11.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1394 | |
| a | 1152 | |
| r | 1072 | |
| n | 884 | |
| o | 787 | 7.6% |
| i | 748 | 7.2% |
| l | 732 | 7.0% |
| t | 645 | 6.2% |
| s | 469 | 4.5% |
| d | 318 | 3.1% |
| Other values (16) | 2200 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 337 | |
| C | 272 | |
| S | 167 | 8.0% |
| M | 142 | 6.8% |
| A | 142 | 6.8% |
| T | 114 | 5.4% |
| R | 113 | 5.4% |
| D | 112 | 5.3% |
| L | 108 | 5.1% |
| H | 99 | 4.7% |
| Other values (13) | 492 |
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 330 | |
| 7 | 317 | |
| 0 | 315 | |
| 2 | 305 | |
| 3 | 300 | |
| 1 | 294 | |
| 5 | 293 | |
| 9 | 279 | |
| 8 | 273 | |
| 4 | 269 |
Space Separator
| Value | Count | Frequency (%) |
| 2108 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 12499 | |
| Common | 5083 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1394 | 11.2% |
| a | 1152 | 9.2% |
| r | 1072 | 8.6% |
| n | 884 | 7.1% |
| o | 787 | 6.3% |
| i | 748 | 6.0% |
| l | 732 | 5.9% |
| t | 645 | 5.2% |
| s | 469 | 3.8% |
| P | 337 | 2.7% |
| Other values (39) | 4279 |
Common
| Value | Count | Frequency (%) |
| 2108 | ||
| 6 | 330 | 6.5% |
| 7 | 317 | 6.2% |
| 0 | 315 | 6.2% |
| 2 | 305 | 6.0% |
| 3 | 300 | 5.9% |
| 1 | 294 | 5.8% |
| 5 | 293 | 5.8% |
| 9 | 279 | 5.5% |
| 8 | 273 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17582 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2108 | 12.0% | |
| e | 1394 | 7.9% |
| a | 1152 | 6.6% |
| r | 1072 | 6.1% |
| n | 884 | 5.0% |
| o | 787 | 4.5% |
| i | 748 | 4.3% |
| l | 732 | 4.2% |
| t | 645 | 3.7% |
| s | 469 | 2.7% |
| Other values (50) | 7591 |
| Distinct | 522 |
|---|---|
| Distinct (%) | 52.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3019.227 |
| Minimum | 2000 |
|---|---|
| Maximum | 4879 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 2046 |
| Q1 | 2209 |
| median | 2800 |
| Q3 | 3845.5 |
| 95-th percentile | 4508.05 |
| Maximum | 4879 |
| Range | 2879 |
| Interquartile range (IQR) | 1636.5 |
Descriptive statistics
| Standard deviation | 848.8957672 |
|---|---|
| Coefficient of variation (CV) | 0.2811632803 |
| Kurtosis | -1.142498217 |
| Mean | 3019.227 |
| Median Absolute Deviation (MAD) | 635.5 |
| Skewness | 0.4921079268 |
| Sum | 3019227 |
| Variance | 720624.0235 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2232 | 9 | 0.9% |
| 2145 | 9 | 0.9% |
| 2168 | 7 | 0.7% |
| 2750 | 7 | 0.7% |
| 3029 | 7 | 0.7% |
| 4207 | 7 | 0.7% |
| 2148 | 7 | 0.7% |
| 3977 | 7 | 0.7% |
| 2066 | 6 | 0.6% |
| 4350 | 6 | 0.6% |
| Other values (512) | 928 |
| Value | Count | Frequency (%) |
| 2000 | 1 | 0.1% |
| 2007 | 3 | |
| 2009 | 2 | |
| 2010 | 4 | |
| 2011 | 4 | |
| 2015 | 1 | 0.1% |
| 2016 | 2 | |
| 2017 | 1 | 0.1% |
| 2019 | 3 | |
| 2022 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4879 | 1 | 0.1% |
| 4852 | 1 | 0.1% |
| 4818 | 2 | |
| 4817 | 2 | |
| 4814 | 3 | |
| 4744 | 1 | 0.1% |
| 4740 | 2 | |
| 4720 | 1 | 0.1% |
| 4717 | 1 | 0.1% |
| 4710 | 1 | 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| NSW | |
|---|---|
| VIC | |
| QLD |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 3000 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | QLD |
|---|---|
| 2nd row | NSW |
| 3rd row | VIC |
| 4th row | QLD |
| 5th row | NSW |
Common Values
| Value | Count | Frequency (%) |
| NSW | 506 | |
| VIC | 266 | |
| QLD | 228 |
Length
Pie chart
| Value | Count | Frequency (%) |
| nsw | 506 | |
| vic | 266 | |
| qld | 228 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 506 | |
| S | 506 | |
| W | 506 | |
| V | 266 | |
| I | 266 | |
| C | 266 | |
| Q | 228 | |
| L | 228 | |
| D | 228 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 3000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 506 | |
| S | 506 | |
| W | 506 | |
| V | 266 | |
| I | 266 | |
| C | 266 | |
| Q | 228 | |
| L | 228 | |
| D | 228 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 506 | |
| S | 506 | |
| W | 506 | |
| V | 266 | |
| I | 266 | |
| C | 266 | |
| Q | 228 | |
| L | 228 | |
| D | 228 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 506 | |
| S | 506 | |
| W | 506 | |
| V | 266 | |
| I | 266 | |
| C | 266 | |
| Q | 228 | |
| L | 228 | |
| D | 228 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Australia |
|---|
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Characters and Unicode
| Total characters | 9000 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Australia |
|---|---|
| 2nd row | Australia |
| 3rd row | Australia |
| 4th row | Australia |
| 5th row | Australia |
Common Values
| Value | Count | Frequency (%) |
| Australia | 1000 |
Length
Pie chart
| Value | Count | Frequency (%) |
| australia | 1000 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2000 | |
| A | 1000 | |
| u | 1000 | |
| s | 1000 | |
| t | 1000 | |
| r | 1000 | |
| l | 1000 | |
| i | 1000 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8000 | |
| Uppercase Letter | 1000 | 11.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 2000 | |
| u | 1000 | |
| s | 1000 | |
| t | 1000 | |
| r | 1000 | |
| l | 1000 | |
| i | 1000 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 2000 | |
| A | 1000 | |
| u | 1000 | |
| s | 1000 | |
| t | 1000 | |
| r | 1000 | |
| l | 1000 | |
| i | 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 2000 | |
| A | 1000 | |
| u | 1000 | |
| s | 1000 | |
| t | 1000 | |
| r | 1000 | |
| l | 1000 | |
| i | 1000 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.397 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.758804452 |
|---|---|
| Coefficient of variation (CV) | 0.3729626134 |
| Kurtosis | -0.3712799928 |
| Mean | 7.397 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.5576112079 |
| Sum | 7397 |
| Variance | 7.611002002 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 173 | |
| 8 | 162 | |
| 7 | 138 | |
| 10 | 116 | |
| 6 | 70 | |
| 11 | 62 | 6.2% |
| 5 | 57 | 5.7% |
| 4 | 53 | 5.3% |
| 3 | 51 | 5.1% |
| 12 | 46 | 4.6% |
| Other values (2) | 72 |
| Value | Count | Frequency (%) |
| 1 | 30 | 3.0% |
| 2 | 42 | 4.2% |
| 3 | 51 | 5.1% |
| 4 | 53 | 5.3% |
| 5 | 57 | 5.7% |
| 6 | 70 | |
| 7 | 138 | |
| 8 | 162 | |
| 9 | 173 | |
| 10 | 116 |
| Value | Count | Frequency (%) |
| 12 | 46 | 4.6% |
| 11 | 62 | 6.2% |
| 10 | 116 | |
| 9 | 173 | |
| 8 | 162 | |
| 7 | 138 | |
| 6 | 70 | |
| 5 | 57 | 5.7% |
| 4 | 53 | 5.3% |
| 3 | 51 | 5.1% |
| Distinct | 71 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.74734 |
| Minimum | 0.4 |
|---|---|
| Maximum | 1.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 0.43 |
| Q1 | 0.57 |
| median | 0.75 |
| Q3 | 0.92 |
| 95-th percentile | 1.07 |
| Maximum | 1.1 |
| Range | 0.7 |
| Interquartile range (IQR) | 0.35 |
Descriptive statistics
| Standard deviation | 0.2050823815 |
|---|---|
| Coefficient of variation (CV) | 0.2744164389 |
| Kurtosis | -1.194441209 |
| Mean | 0.74734 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | 0.04085608504 |
| Sum | 747.34 |
| Variance | 0.04205878318 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.62 | 26 | 2.6% |
| 0.86 | 24 | 2.4% |
| 0.58 | 20 | 2.0% |
| 0.49 | 20 | 2.0% |
| 1.08 | 20 | 2.0% |
| 0.77 | 20 | 2.0% |
| 0.84 | 19 | 1.9% |
| 1.07 | 19 | 1.9% |
| 0.56 | 19 | 1.9% |
| 0.57 | 18 | 1.8% |
| Other values (61) | 795 |
| Value | Count | Frequency (%) |
| 0.4 | 15 | |
| 0.41 | 16 | |
| 0.42 | 10 | |
| 0.43 | 11 | |
| 0.44 | 17 | |
| 0.45 | 9 | |
| 0.46 | 14 | |
| 0.47 | 15 | |
| 0.48 | 17 | |
| 0.49 | 20 |
| Value | Count | Frequency (%) |
| 1.1 | 13 | |
| 1.09 | 14 | |
| 1.08 | 20 | |
| 1.07 | 19 | |
| 1.06 | 11 | |
| 1.05 | 17 | |
| 1.04 | 14 | |
| 1.03 | 11 | |
| 1.02 | 12 | |
| 1.01 | 13 |
| Distinct | 132 |
|---|---|
| Distinct (%) | 13.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.839005 |
| Minimum | 0.4 |
|---|---|
| Maximum | 1.375 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 0.47 |
| Q1 | 0.6375 |
| median | 0.82 |
| Q3 | 1.031875 |
| 95-th percentile | 1.3 |
| Maximum | 1.375 |
| Range | 0.975 |
| Interquartile range (IQR) | 0.394375 |
Descriptive statistics
| Standard deviation | 0.2488584497 |
|---|---|
| Coefficient of variation (CV) | 0.2966114025 |
| Kurtosis | -0.8040909217 |
| Mean | 0.839005 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 0.2688519805 |
| Sum | 839.005 |
| Variance | 0.061930528 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.05 | 20 | 2.0% |
| 0.55 | 19 | 1.9% |
| 0.775 | 15 | 1.5% |
| 0.95 | 15 | 1.5% |
| 0.5 | 14 | 1.4% |
| 1.07 | 14 | 1.4% |
| 0.6 | 14 | 1.4% |
| 0.58 | 13 | 1.3% |
| 0.7 | 13 | 1.3% |
| 0.86 | 13 | 1.3% |
| Other values (122) | 850 |
| Value | Count | Frequency (%) |
| 0.4 | 6 | |
| 0.41 | 11 | |
| 0.42 | 4 | 0.4% |
| 0.43 | 6 | |
| 0.44 | 6 | |
| 0.45 | 4 | 0.4% |
| 0.46 | 7 | |
| 0.47 | 7 | |
| 0.48 | 11 | |
| 0.49 | 11 |
| Value | Count | Frequency (%) |
| 1.375 | 7 | |
| 1.3625 | 9 | |
| 1.35 | 12 | |
| 1.3375 | 5 | |
| 1.325 | 5 | |
| 1.3125 | 8 | |
| 1.3 | 7 | |
| 1.2875 | 6 | |
| 1.275 | 5 | |
| 1.2625 | 8 |
| Distinct | 183 |
|---|---|
| Distinct (%) | 18.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9426725 |
| Minimum | 0.4 |
|---|---|
| Maximum | 1.71875 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.4 |
|---|---|
| 5-th percentile | 0.5125 |
| Q1 | 0.7125 |
| median | 0.9125 |
| Q3 | 1.14296875 |
| 95-th percentile | 1.453125 |
| Maximum | 1.71875 |
| Range | 1.31875 |
| Interquartile range (IQR) | 0.43046875 |
Descriptive statistics
| Standard deviation | 0.2948324662 |
|---|---|
| Coefficient of variation (CV) | 0.3127623498 |
| Kurtosis | -0.4868813031 |
| Mean | 0.9426725 |
| Median Absolute Deviation (MAD) | 0.2125 |
| Skewness | 0.4057067456 |
| Sum | 942.6725 |
| Variance | 0.08692618315 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.75 | 18 | 1.8% |
| 1.05 | 15 | 1.5% |
| 0.9625 | 15 | 1.5% |
| 1.35 | 14 | 1.4% |
| 1.3125 | 14 | 1.4% |
| 1.1875 | 14 | 1.4% |
| 0.8125 | 13 | 1.3% |
| 0.55 | 13 | 1.3% |
| 1.1375 | 13 | 1.3% |
| 0.725 | 13 | 1.3% |
| Other values (173) | 858 |
| Value | Count | Frequency (%) |
| 0.4 | 4 | |
| 0.41 | 6 | |
| 0.42 | 1 | 0.1% |
| 0.43 | 4 | |
| 0.44 | 3 | |
| 0.45 | 1 | 0.1% |
| 0.46 | 3 | |
| 0.47 | 3 | |
| 0.48 | 4 | |
| 0.49 | 7 |
| Value | Count | Frequency (%) |
| 1.71875 | 4 | |
| 1.703125 | 3 | |
| 1.6875 | 4 | |
| 1.671875 | 2 | 0.2% |
| 1.65625 | 1 | 0.1% |
| 1.640625 | 3 | |
| 1.625 | 3 | |
| 1.609375 | 5 | |
| 1.59375 | 3 | |
| 1.578125 | 4 |
| Distinct | 321 |
|---|---|
| Distinct (%) | 32.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.87051425 |
| Minimum | 0.34 |
|---|---|
| Maximum | 1.71875 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.34 |
|---|---|
| 5-th percentile | 0.4675 |
| Q1 | 0.65875 |
| median | 0.842625 |
| Q3 | 1.0625 |
| 95-th percentile | 1.36796875 |
| Maximum | 1.71875 |
| Range | 1.37875 |
| Interquartile range (IQR) | 0.40375 |
Descriptive statistics
| Standard deviation | 0.2808905394 |
|---|---|
| Coefficient of variation (CV) | 0.3226719601 |
| Kurtosis | -0.3139375306 |
| Mean | 0.87051425 |
| Median Absolute Deviation (MAD) | 0.205125 |
| Skewness | 0.4723827623 |
| Sum | 870.51425 |
| Variance | 0.0788994951 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.0625 | 14 | 1.4% |
| 0.75 | 11 | 1.1% |
| 0.6375 | 10 | 1.0% |
| 1.05 | 9 | 0.9% |
| 0.8125 | 9 | 0.9% |
| 1.009375 | 9 | 0.9% |
| 0.68 | 9 | 0.9% |
| 1.375 | 9 | 0.9% |
| 1.1375 | 9 | 0.9% |
| 1.3125 | 9 | 0.9% |
| Other values (311) | 902 |
| Value | Count | Frequency (%) |
| 0.34 | 1 | 0.1% |
| 0.3485 | 4 | |
| 0.357 | 1 | 0.1% |
| 0.374 | 1 | 0.1% |
| 0.3825 | 1 | 0.1% |
| 0.391 | 1 | 0.1% |
| 0.3995 | 2 | |
| 0.4 | 3 | |
| 0.408 | 2 | |
| 0.41 | 2 |
| Value | Count | Frequency (%) |
| 1.71875 | 1 | |
| 1.703125 | 1 | |
| 1.6875 | 2 | |
| 1.671875 | 1 | |
| 1.640625 | 2 | |
| 1.625 | 2 | |
| 1.609375 | 1 | |
| 1.59375 | 2 | |
| 1.578125 | 2 | |
| 1.5625 | 1 |
| Distinct | 324 |
|---|---|
| Distinct (%) | 32.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 498.819 |
| Minimum | 1 |
|---|---|
| Maximum | 1000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 250 |
| median | 500 |
| Q3 | 750.25 |
| 95-th percentile | 948.15 |
| Maximum | 1000 |
| Range | 999 |
| Interquartile range (IQR) | 500.25 |
Descriptive statistics
| Standard deviation | 288.8109971 |
|---|---|
| Coefficient of variation (CV) | 0.5789895675 |
| Kurtosis | -1.200749808 |
| Mean | 498.819 |
| Median Absolute Deviation (MAD) | 250 |
| Skewness | 0.001245859611 |
| Sum | 498819 |
| Variance | 83411.79203 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 760 | 13 | 1.3% |
| 259 | 12 | 1.2% |
| 455 | 9 | 0.9% |
| 904 | 9 | 0.9% |
| 386 | 9 | 0.9% |
| 133 | 9 | 0.9% |
| 700 | 8 | 0.8% |
| 820 | 8 | 0.8% |
| 312 | 8 | 0.8% |
| 536 | 8 | 0.8% |
| Other values (314) | 907 |
| Value | Count | Frequency (%) |
| 1 | 3 | |
| 4 | 2 | |
| 6 | 2 | |
| 8 | 2 | |
| 10 | 2 | |
| 12 | 1 | 0.1% |
| 13 | 1 | 0.1% |
| 14 | 2 | |
| 16 | 1 | 0.1% |
| 17 | 2 |
| Value | Count | Frequency (%) |
| 1000 | 1 | 0.1% |
| 997 | 3 | |
| 996 | 1 | 0.1% |
| 994 | 2 | 0.2% |
| 993 | 1 | 0.1% |
| 988 | 5 | |
| 987 | 1 | 0.1% |
| 985 | 2 | 0.2% |
| 983 | 2 | 0.2% |
| 979 | 4 |
| Distinct | 324 |
|---|---|
| Distinct (%) | 32.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 498.819 |
| Minimum | 1 |
|---|---|
| Maximum | 1000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 250 |
| median | 500 |
| Q3 | 750.25 |
| 95-th percentile | 948.15 |
| Maximum | 1000 |
| Range | 999 |
| Interquartile range (IQR) | 500.25 |
Descriptive statistics
| Standard deviation | 288.8109971 |
|---|---|
| Coefficient of variation (CV) | 0.5789895675 |
| Kurtosis | -1.200749808 |
| Mean | 498.819 |
| Median Absolute Deviation (MAD) | 250 |
| Skewness | 0.001245859611 |
| Sum | 498819 |
| Variance | 83411.79203 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 760 | 13 | 1.3% |
| 259 | 12 | 1.2% |
| 455 | 9 | 0.9% |
| 904 | 9 | 0.9% |
| 386 | 9 | 0.9% |
| 133 | 9 | 0.9% |
| 700 | 8 | 0.8% |
| 820 | 8 | 0.8% |
| 312 | 8 | 0.8% |
| 536 | 8 | 0.8% |
| Other values (314) | 907 |
| Value | Count | Frequency (%) |
| 1 | 3 | |
| 4 | 2 | |
| 6 | 2 | |
| 8 | 2 | |
| 10 | 2 | |
| 12 | 1 | 0.1% |
| 13 | 1 | 0.1% |
| 14 | 2 | |
| 16 | 1 | 0.1% |
| 17 | 2 |
| Value | Count | Frequency (%) |
| 1000 | 1 | 0.1% |
| 997 | 3 | |
| 996 | 1 | 0.1% |
| 994 | 2 | 0.2% |
| 993 | 1 | 0.1% |
| 988 | 5 | |
| 987 | 1 | 0.1% |
| 985 | 2 | 0.2% |
| 983 | 2 | 0.2% |
| 979 | 4 |
| Distinct | 324 |
|---|---|
| Distinct (%) | 32.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8817140937 |
| Minimum | 0.34 |
|---|---|
| Maximum | 1.71875 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0.34 |
|---|---|
| 5-th percentile | 0.45655625 |
| Q1 | 0.64953125 |
| median | 0.86 |
| Q3 | 1.075 |
| 95-th percentile | 1.40625 |
| Maximum | 1.71875 |
| Range | 1.37875 |
| Interquartile range (IQR) | 0.42546875 |
Descriptive statistics
| Standard deviation | 0.293524508 |
|---|---|
| Coefficient of variation (CV) | 0.3329021392 |
| Kurtosis | -0.4524719248 |
| Mean | 0.8817140937 |
| Median Absolute Deviation (MAD) | 0.213125 |
| Skewness | 0.4299025249 |
| Sum | 881.7140937 |
| Variance | 0.08615663677 |
| Monotonicity | Decreasing |
| Value | Count | Frequency (%) |
| 0.6375 | 13 | 1.3% |
| 1.0625 | 12 | 1.2% |
| 1.2375 | 9 | 0.9% |
| 0.8925 | 9 | 0.9% |
| 0.945625 | 9 | 0.9% |
| 0.5 | 9 | 0.9% |
| 0.825 | 8 | 0.8% |
| 1.02 | 8 | 0.8% |
| 0.6875 | 8 | 0.8% |
| 0.584375 | 8 | 0.8% |
| Other values (314) | 907 |
| Value | Count | Frequency (%) |
| 0.34 | 1 | 0.1% |
| 0.357 | 3 | |
| 0.374 | 1 | 0.1% |
| 0.3825 | 2 | 0.2% |
| 0.391 | 1 | 0.1% |
| 0.3995 | 5 | |
| 0.4 | 1 | 0.1% |
| 0.408 | 2 | 0.2% |
| 0.41 | 2 | 0.2% |
| 0.4165 | 4 |
| Value | Count | Frequency (%) |
| 1.71875 | 3 | |
| 1.703125 | 2 | |
| 1.671875 | 2 | |
| 1.65625 | 2 | |
| 1.640625 | 2 | |
| 1.625 | 1 | 0.1% |
| 1.609375 | 1 | 0.1% |
| 1.59375 | 2 | |
| 1.5625 | 1 | 0.1% |
| 1.546875 | 2 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| first_name | last_name | gender | past_3_years_bike_related_purchases | DOB | job_title | job_industry_category | wealth_segment | deceased_indicator | owns_car | tenure | address | postcode | state | country | property_valuation | Unnamed: 16 | Unnamed: 17 | Unnamed: 18 | Unnamed: 19 | Unnamed: 20 | Rank | Value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Chickie | Brister | Male | 86 | 1957-07-12 | General Manager | Manufacturing | Mass Customer | N | Yes | 14 | 45 Shopko Center | 4500 | QLD | Australia | 6 | 0.56 | 0.7000 | 0.875000 | 0.743750 | 1 | 1 | 1.718750 |
| 1 | Morly | Genery | Male | 69 | 1970-03-22 | Structural Engineer | Property | Mass Customer | N | No | 16 | 14 Mccormick Park | 2113 | NSW | Australia | 11 | 0.89 | 0.8900 | 1.112500 | 0.945625 | 1 | 1 | 1.718750 |
| 2 | Ardelis | Forrester | Female | 10 | 1974-08-28 | Senior Cost Accountant | Financial Services | Affluent Customer | N | No | 10 | 5 Colorado Crossing | 3505 | VIC | Australia | 5 | 1.01 | 1.0100 | 1.010000 | 1.010000 | 1 | 1 | 1.718750 |
| 3 | Lucine | Stutt | Female | 64 | 1979-01-28 | Account Representative III | Manufacturing | Affluent Customer | N | Yes | 5 | 207 Annamark Plaza | 4814 | QLD | Australia | 1 | 0.87 | 1.0875 | 1.087500 | 1.087500 | 4 | 4 | 1.703125 |
| 4 | Melinda | Hadlee | Female | 34 | 1965-09-21 | Financial Analyst | Financial Services | Affluent Customer | N | No | 19 | 115 Montana Place | 2093 | NSW | Australia | 9 | 0.52 | 0.5200 | 0.650000 | 0.650000 | 4 | 4 | 1.703125 |
| 5 | Druci | Brandli | Female | 39 | 1951-04-29 | Assistant Media Planner | Entertainment | High Net Worth | N | Yes | 22 | 89105 Pearson Terrace | 4075 | QLD | Australia | 7 | 0.43 | 0.5375 | 0.537500 | 0.537500 | 6 | 6 | 1.671875 |
| 6 | Rutledge | Hallt | Male | 23 | 1976-10-06 | Compensation Analyst | Financial Services | Mass Customer | N | No | 8 | 7 Nevada Crossing | 2620 | NSW | Australia | 7 | 0.40 | 0.4000 | 0.400000 | 0.340000 | 6 | 6 | 1.671875 |
| 7 | Nancie | Vian | Female | 74 | 1972-12-27 | Human Resources Assistant II | Retail | Mass Customer | N | Yes | 10 | 85 Carioca Point | 4814 | QLD | Australia | 5 | 0.58 | 0.7250 | 0.725000 | 0.616250 | 8 | 8 | 1.656250 |
| 8 | Duff | Karlowicz | Male | 50 | 1972-04-28 | Speech Pathologist | Manufacturing | Mass Customer | N | Yes | 5 | 717 West Drive | 2200 | NSW | Australia | 10 | 1.03 | 1.2875 | 1.609375 | 1.367969 | 8 | 8 | 1.656250 |
| 9 | Barthel | Docket | Male | 72 | 1985-08-02 | Accounting Assistant IV | IT | Mass Customer | N | Yes | 17 | 80 Scofield Junction | 4151 | QLD | Australia | 5 | 0.84 | 1.0500 | 1.050000 | 0.892500 | 10 | 10 | 1.640625 |
Last rows
| first_name | last_name | gender | past_3_years_bike_related_purchases | DOB | job_title | job_industry_category | wealth_segment | deceased_indicator | owns_car | tenure | address | postcode | state | country | property_valuation | Unnamed: 16 | Unnamed: 17 | Unnamed: 18 | Unnamed: 19 | Unnamed: 20 | Rank | Value | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | Jermaine | Bagshawe | Female | 60 | 1954-05-14 | Help Desk Operator | Property | Mass Customer | N | Yes | 9 | 260 Briar Crest Drive | 4209 | QLD | Australia | 6 | 0.51 | 0.6375 | 0.637500 | 0.541875 | 988 | 988 | 0.3995 |
| 991 | Bryan | Jachtym | Male | 59 | 1974-05-15 | Automation Specialist I | Manufacturing | Mass Customer | N | Yes | 15 | 56 Moland Crossing | 3356 | VIC | Australia | 3 | 0.69 | 0.8625 | 0.862500 | 0.733125 | 988 | 988 | 0.3995 |
| 992 | Renie | Laundon | Female | 32 | 1973-12-18 | Assistant Media Planner | Entertainment | Mass Customer | N | Yes | 8 | 1 Shelley Pass | 4118 | QLD | Australia | 3 | 1.08 | 1.3500 | 1.350000 | 1.147500 | 993 | 993 | 0.3910 |
| 993 | Weidar | Etheridge | Male | 38 | 1959-07-13 | Compensation Analyst | Financial Services | Mass Customer | N | Yes | 6 | 0535 Jay Point | 2422 | NSW | Australia | 4 | 0.92 | 1.1500 | 1.150000 | 0.977500 | 994 | 994 | 0.3825 |
| 994 | Datha | Fishburn | Female | 15 | 1990-07-02 | Office Assistant IV | Retail | Mass Customer | N | No | 3 | 6 Caliangt Way | 3079 | VIC | Australia | 12 | 0.77 | 0.7700 | 0.962500 | 0.818125 | 994 | 994 | 0.3825 |
| 995 | Ferdinand | Romanetti | Male | 60 | 1959-10-07 | Paralegal | Financial Services | Affluent Customer | N | No | 9 | 2 Sloan Way | 2200 | NSW | Australia | 7 | 0.79 | 0.7900 | 0.790000 | 0.790000 | 996 | 996 | 0.3740 |
| 996 | Burk | Wortley | Male | 22 | 2001-10-17 | Senior Sales Associate | Health | Mass Customer | N | No | 6 | 04 Union Crossing | 2196 | NSW | Australia | 10 | 0.76 | 0.7600 | 0.950000 | 0.807500 | 997 | 997 | 0.3570 |
| 997 | Melloney | Temby | Female | 17 | 1954-10-05 | Budget/Accounting Analyst IV | Financial Services | Affluent Customer | N | Yes | 15 | 33475 Fair Oaks Junction | 4702 | QLD | Australia | 2 | 0.85 | 1.0625 | 1.062500 | 1.062500 | 997 | 997 | 0.3570 |
| 998 | Dickie | Cubbini | Male | 30 | 1952-12-17 | Financial Advisor | Financial Services | Mass Customer | N | Yes | 19 | 57666 Victoria Way | 4215 | QLD | Australia | 2 | 1.09 | 1.3625 | 1.362500 | 1.158125 | 997 | 997 | 0.3570 |
| 999 | Sylas | Duffill | Male | 56 | 1955-10-02 | Staff Accountant IV | Property | Mass Customer | N | Yes | 14 | 21875 Grover Drive | 2010 | NSW | Australia | 9 | 0.47 | 0.5875 | 0.734375 | 0.624219 | 1000 | 1000 | 0.3400 |